{"id":"W4408821761","doi":"10.1371/journal.pone.0320248","title":"Labour and social protection gaps impacting the health and well-being of workers in non-standard employment: An international comparative study","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Cape Breton University","funders":"Forskningsrådet om Hälsa, Arbetsliv och Välfärd","keywords":"Social protection; Equity (law); Health equity; Social policy; Population; Health policy; Social determinants of health; Economic growth; Demographic economics; Business; Health care; Economics; Political science; Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003410704,0.0002904675,0.0004840271,0.002132408,0.002046402,0.001971057,0.0006215451,0.0007551692,0.00429798],"category_scores_gemma":[0.00426364,0.0002849091,0.0004811356,0.003427146,0.001918361,0.001988681,0.003028032,0.0009633785,0.0002461772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002092116,"about_ca_system_score_gemma":0.002349899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02359729,"about_ca_topic_score_gemma":0.04839731,"domain_scores_codex":[0.9986676,0.0004982796,0.00009861866,0.0001364712,0.0001149396,0.0004841463],"domain_scores_gemma":[0.9963279,0.001810156,0.0009778936,0.0001601459,0.0003350129,0.0003888083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004641158,0.0005621524,0.5740116,0.002061258,0.000188788,0.001655782,0.3783984,0.0001285437,0.0003749074,0.002421897,0.001932536,0.03779996],"study_design_scores_gemma":[0.00001042688,0.0002756039,0.5551114,0.001238308,0.00008028831,0.0003391226,0.4385373,0.00006892651,0.00006744294,0.0002264572,0.004020065,0.00002467745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950259,0.002199701,0.00007405003,0.0002474002,0.00001580889,0.00003814285,0.0003175461,0.000001061286,0.002080357],"genre_scores_gemma":[0.9975889,0.001691049,0.00009170335,0.0001028607,0.0000116769,0.00004769869,0.0001912261,0.000002058431,0.0002729411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02359729,"threshold_uncertainty_score":0.04691988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09436875986791045,"score_gpt":0.4234893696343609,"score_spread":0.3291206097664505,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}